Rath had played in 1910 and 1911 for the minor league Baltimore Orioles, a team full of future and former major leaguers. Some other teams he played for in the minors, including Kansas City, Salt Lake City and San Francisco, were also well-stocked with future or former major leaguers.

He owned a sporting goods store following his retirement from baseball. Rath shot and killed himself in 1945.